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A Variable Clock Underlies Internally Generated Hippocampal Sequences

Humans have the ability to store and retrieve memories with various degrees of specificity, and recent advances in reinforcement learning have identified benefits to learning when past experience is represented at different levels of temporal abstraction. How this flexibility might be implemented in...

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Autores principales: Deng, Xinyi, Chen, Shizhe, Sosa, Marielena, Karlsson, Mattias P., Wei, Xue-Xin, Frank, Loren M.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Society for Neuroscience 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9087812/
https://www.ncbi.nlm.nih.gov/pubmed/35351831
http://dx.doi.org/10.1523/JNEUROSCI.1120-21.2022
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author Deng, Xinyi
Chen, Shizhe
Sosa, Marielena
Karlsson, Mattias P.
Wei, Xue-Xin
Frank, Loren M.
author_facet Deng, Xinyi
Chen, Shizhe
Sosa, Marielena
Karlsson, Mattias P.
Wei, Xue-Xin
Frank, Loren M.
author_sort Deng, Xinyi
collection PubMed
description Humans have the ability to store and retrieve memories with various degrees of specificity, and recent advances in reinforcement learning have identified benefits to learning when past experience is represented at different levels of temporal abstraction. How this flexibility might be implemented in the brain remains unclear. We analyzed the temporal organization of male rat hippocampal population spiking to identify potential substrates for temporally flexible representations. We examined activity both during locomotion and during memory-associated population events known as sharp-wave ripples (SWRs). We found that spiking during SWRs is rhythmically organized with higher event-to-event variability than spiking during locomotion-associated population events. Decoding analyses using clusterless methods further indicate that a similar spatial experience can be replayed in multiple SWRs, each time with a different rhythmic structure whose periodicity is sampled from a log-normal distribution. This variability increases with experience despite the decline in SWR rates that occurs as environments become more familiar. We hypothesize that the variability in temporal organization of hippocampal spiking provides a mechanism for storing experiences with various degrees of specificity. SIGNIFICANCE STATEMENT One of the most remarkable properties of memory is its flexibility: the brain can retrieve stored representations at varying levels of detail where, for example, we can begin with a memory of an entire extended event and then zoom in on a particular episode. The neural mechanisms that support this flexibility are not understood. Here we show that hippocampal sharp-wave ripples, which mark the times of memory replay and are important for memory storage, have a highly variable temporal structure that is well suited to support the storage of memories at different levels of detail.
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spelling pubmed-90878122022-05-10 A Variable Clock Underlies Internally Generated Hippocampal Sequences Deng, Xinyi Chen, Shizhe Sosa, Marielena Karlsson, Mattias P. Wei, Xue-Xin Frank, Loren M. J Neurosci Research Articles Humans have the ability to store and retrieve memories with various degrees of specificity, and recent advances in reinforcement learning have identified benefits to learning when past experience is represented at different levels of temporal abstraction. How this flexibility might be implemented in the brain remains unclear. We analyzed the temporal organization of male rat hippocampal population spiking to identify potential substrates for temporally flexible representations. We examined activity both during locomotion and during memory-associated population events known as sharp-wave ripples (SWRs). We found that spiking during SWRs is rhythmically organized with higher event-to-event variability than spiking during locomotion-associated population events. Decoding analyses using clusterless methods further indicate that a similar spatial experience can be replayed in multiple SWRs, each time with a different rhythmic structure whose periodicity is sampled from a log-normal distribution. This variability increases with experience despite the decline in SWR rates that occurs as environments become more familiar. We hypothesize that the variability in temporal organization of hippocampal spiking provides a mechanism for storing experiences with various degrees of specificity. SIGNIFICANCE STATEMENT One of the most remarkable properties of memory is its flexibility: the brain can retrieve stored representations at varying levels of detail where, for example, we can begin with a memory of an entire extended event and then zoom in on a particular episode. The neural mechanisms that support this flexibility are not understood. Here we show that hippocampal sharp-wave ripples, which mark the times of memory replay and are important for memory storage, have a highly variable temporal structure that is well suited to support the storage of memories at different levels of detail. Society for Neuroscience 2022-05-04 /pmc/articles/PMC9087812/ /pubmed/35351831 http://dx.doi.org/10.1523/JNEUROSCI.1120-21.2022 Text en Copyright © 2022 Deng et al. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution 4.0 International license (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution and reproduction in any medium provided that the original work is properly attributed.
spellingShingle Research Articles
Deng, Xinyi
Chen, Shizhe
Sosa, Marielena
Karlsson, Mattias P.
Wei, Xue-Xin
Frank, Loren M.
A Variable Clock Underlies Internally Generated Hippocampal Sequences
title A Variable Clock Underlies Internally Generated Hippocampal Sequences
title_full A Variable Clock Underlies Internally Generated Hippocampal Sequences
title_fullStr A Variable Clock Underlies Internally Generated Hippocampal Sequences
title_full_unstemmed A Variable Clock Underlies Internally Generated Hippocampal Sequences
title_short A Variable Clock Underlies Internally Generated Hippocampal Sequences
title_sort variable clock underlies internally generated hippocampal sequences
topic Research Articles
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9087812/
https://www.ncbi.nlm.nih.gov/pubmed/35351831
http://dx.doi.org/10.1523/JNEUROSCI.1120-21.2022
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